# Garry Audie (@garryaudie) on tiktok

- id: koinon:creator:tiktok_garryaudie
- url: https://koinonlink.com/kol/tiktok/garryaudie
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: garryaudie
- platform_url: https://www.tiktok.com/@garryaudie
- country: Indonesia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 46730
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI automation tools and agents, Robotics and open-source hardware, Business process automation with AI, 3D printing and modular robots, AI applications in farming and daily operations

## Audience (inferred)
- status: present
- description: Indonesian small business owners and tech practitioners interested in practical AI automation and robotics tools
- roles: automation
- seniority: practitioner
- pain_points: Manual workflows like booking, inventory, and reporting that waste time, High cost and complexity of building custom automation or AI agents, Difficulty keeping up with fast-moving AI tools and robotics news, Lack of easy no-code ways to create business-specific AI solutions
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 53
- authenticity_basis: profile_shape_only
- credibility_score: 53
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_garryaudie#b37bb7f9] Temen gw Rouvin punya barbershop rame banget namanya Busan Barber, tapi sistem booking-nya chaos. Adminnya harus nyocokin jadwal manual lewat chat yang numpuk. Jadi gue coba bikinin aplikasi booking sendiri, padahal gue nggak bisa coding sama sekali. Gue pake AI namanya Replit bu (https://www.tiktok.com/@garryaudie)

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=96, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=61, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=96, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=96, method=platform_profile

## Freshness
- profile_checked_days_ago: 96
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 10
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_garryaudie
- Request removal: https://koinonlink.com/claim?k=tiktok_garryaudie
- Terms: https://koinonlink.com/for-ai